Exploracion de datos. Pronostico con analisis de datos

Dataset statistics

Number of variables	29
Number of observations	85821
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	48.2 MiB
Average record size in memory	588.4 B

Variable types

Numeric	19
Categorical	9
DateTime	1

Alerts

`Q com` has constant value "0.0"	Constant
`$ com` has constant value "0.0"	Constant
`Q tra` has constant value "0.0"	Constant
`subgrupo` has a high cardinality: 2301 distinct values	High cardinality
`Ref.` has a high cardinality: 2313 distinct values	High cardinality
`Descripcion` has a high cardinality: 2242 distinct values	High cardinality
`df_index` is highly correlated with `Año`	High correlation
`Año` is highly correlated with `df_index`	High correlation
`q ini` is highly correlated with `$ ini` and 8 other fields	High correlation
`$ ini` is highly correlated with `q ini` and 8 other fields	High correlation
`Q pro` is highly correlated with `$pro`	High correlation
`$pro` is highly correlated with `Q pro`	High correlation
`Q ven` is highly correlated with `q ini` and 8 other fields	High correlation
`$ ven` is highly correlated with `q ini` and 8 other fields	High correlation
`Q dev` is highly correlated with `q ini` and 8 other fields	High correlation
`$ dev` is highly correlated with `q ini` and 8 other fields	High correlation
`Q s/e` is highly correlated with `$ s/e`	High correlation
`$ s/e` is highly correlated with `Q s/e`	High correlation
`q fin` is highly correlated with `q ini` and 8 other fields	High correlation
`$ fin` is highly correlated with `q ini` and 8 other fields	High correlation
`Q ven2` is highly correlated with `q ini` and 8 other fields	High correlation
`$ ven3` is highly correlated with `q ini` and 8 other fields	High correlation
`df_index` is highly correlated with `Año`	High correlation
`Año` is highly correlated with `df_index`	High correlation
`q ini` is highly correlated with `$ ini` and 7 other fields	High correlation
`$ ini` is highly correlated with `q ini` and 4 other fields	High correlation
`Q pro` is highly correlated with `q ini` and 6 other fields	High correlation
`$pro` is highly correlated with `Q pro` and 6 other fields	High correlation
`Q ven` is highly correlated with `q ini` and 6 other fields	High correlation
`$ ven` is highly correlated with `q ini` and 8 other fields	High correlation
`Q dev` is highly correlated with `$ dev`	High correlation
`$ dev` is highly correlated with `Q dev`	High correlation
`Q s/e` is highly correlated with `$ s/e`	High correlation
`$ s/e` is highly correlated with `Q s/e`	High correlation
`q fin` is highly correlated with `q ini` and 8 other fields	High correlation
`$ fin` is highly correlated with `q ini` and 5 other fields	High correlation
`Q ven2` is highly correlated with `q ini` and 6 other fields	High correlation
`$ ven3` is highly correlated with `q ini` and 8 other fields	High correlation
`df_index` is highly correlated with `Año`	High correlation
`Año` is highly correlated with `df_index`	High correlation
`q ini` is highly correlated with `$ ini` and 6 other fields	High correlation
`$ ini` is highly correlated with `q ini` and 6 other fields	High correlation
`Q pro` is highly correlated with `$pro`	High correlation
`$pro` is highly correlated with `Q pro`	High correlation
`Q ven` is highly correlated with `q ini` and 8 other fields	High correlation
`$ ven` is highly correlated with `q ini` and 8 other fields	High correlation
`Q dev` is highly correlated with `Q ven` and 4 other fields	High correlation
`$ dev` is highly correlated with `Q ven` and 4 other fields	High correlation
`Q s/e` is highly correlated with `$ s/e`	High correlation
`$ s/e` is highly correlated with `Q s/e`	High correlation
`q fin` is highly correlated with `q ini` and 6 other fields	High correlation
`$ fin` is highly correlated with `q ini` and 6 other fields	High correlation
`Q ven2` is highly correlated with `q ini` and 8 other fields	High correlation
`$ ven3` is highly correlated with `q ini` and 8 other fields	High correlation
`clase` is highly correlated with `$ com` and 3 other fields	High correlation
`Año` is highly correlated with `$ com` and 2 other fields	High correlation
`$ com` is highly correlated with `clase` and 4 other fields	High correlation
`Q com` is highly correlated with `clase` and 4 other fields	High correlation
`Q tra` is highly correlated with `clase` and 4 other fields	High correlation
`Linea` is highly correlated with `clase` and 3 other fields	High correlation
`df_index` is highly correlated with `Año` and 3 other fields	High correlation
`Año` is highly correlated with `df_index` and 1 other fields	High correlation
`pos` is highly correlated with `df_index` and 2 other fields	High correlation
`Mes` is highly correlated with `df_index` and 2 other fields	High correlation
`grupo` is highly correlated with `clase` and 1 other fields	High correlation
`clase` is highly correlated with `grupo` and 1 other fields	High correlation
`Linea` is highly correlated with `grupo` and 1 other fields	High correlation
`q ini` is highly correlated with `$ ini` and 8 other fields	High correlation
`$ ini` is highly correlated with `q ini` and 5 other fields	High correlation
`Q pro` is highly correlated with `q ini` and 9 other fields	High correlation
`$pro` is highly correlated with `q ini` and 8 other fields	High correlation
`Q ven` is highly correlated with `q ini` and 9 other fields	High correlation
`$ ven` is highly correlated with `q ini` and 7 other fields	High correlation
`Q dev` is highly correlated with `Q pro` and 7 other fields	High correlation
`$ dev` is highly correlated with `Q dev`	High correlation
`Q s/e` is highly correlated with `$ s/e`	High correlation
`$ s/e` is highly correlated with `Q s/e`	High correlation
`q fin` is highly correlated with `q ini` and 9 other fields	High correlation
`$ fin` is highly correlated with `q ini` and 6 other fields	High correlation
`Q ven2` is highly correlated with `q ini` and 9 other fields	High correlation
`$ ven3` is highly correlated with `q ini` and 7 other fields	High correlation
`fecha` is highly correlated with `df_index` and 3 other fields	High correlation
`q ini` is highly skewed (γ1 = 24.54171688)	Skewed
`Q pro` is highly skewed (γ1 = 43.5957974)	Skewed
`$pro` is highly skewed (γ1 = 27.24311778)	Skewed
`Q ven` is highly skewed (γ1 = 45.70429977)	Skewed
`$ ven` is highly skewed (γ1 = 27.38079609)	Skewed
`Q dev` is highly skewed (γ1 = 79.99155308)	Skewed
`$ dev` is highly skewed (γ1 = 59.99138643)	Skewed
`$ tra` is highly skewed (γ1 = 78.88591598)	Skewed
`q fin` is highly skewed (γ1 = 24.96065307)	Skewed
`Q ven2` is highly skewed (γ1 = 46.05782339)	Skewed
`$ ven3` is highly skewed (γ1 = 28.24911266)	Skewed
`df_index` has unique values	Unique
`q ini` has 1417 (1.7%) zeros	Zeros
`$ ini` has 1417 (1.7%) zeros	Zeros
`Q pro` has 79449 (92.6%) zeros	Zeros
`$pro` has 79450 (92.6%) zeros	Zeros
`Q ven` has 47591 (55.5%) zeros	Zeros
`$ ven` has 47591 (55.5%) zeros	Zeros
`Q dev` has 64985 (75.7%) zeros	Zeros
`$ dev` has 64985 (75.7%) zeros	Zeros
`$ tra` has 85567 (99.7%) zeros	Zeros
`Q s/e` has 67469 (78.6%) zeros	Zeros
`$ s/e` has 66839 (77.9%) zeros	Zeros
`Q ven2` has 48483 (56.5%) zeros	Zeros
`$ ven3` has 48455 (56.5%) zeros	Zeros

Reproduction

Analysis started	2022-07-02 04:34:32.684033
Analysis finished	2022-07-02 04:37:00.054322
Duration	2 minutes and 27.37 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	85821
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	195931.3983

Minimum	827
Maximum	398103
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	827
5-th percentile	16347
Q1	95471
median	192079
Q3	295191
95-th percentile	380377
Maximum	398103
Range	397276
Interquartile range (IQR)	199720

Descriptive statistics

Standard deviation	117205.2426
Coefficient of variation (CV)	0.5981953052
Kurtosis	-1.217445675
Mean	195931.3983
Median Absolute Deviation (MAD)	102799
Skewness	0.0361842886
Sum	1.681502854 × 10¹⁰
Variance	1.37370689 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
395825	1	< 0.1%
163173	1	< 0.1%
263253	1	< 0.1%
23905	1	< 0.1%
240991	1	< 0.1%
357975	1	< 0.1%
101723	1	< 0.1%
309927	1	< 0.1%
234840	1	< 0.1%
255318	1	< 0.1%
Other values (85811)	85811	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
827	1	< 0.1%
828	1	< 0.1%
829	1	< 0.1%
830	1	< 0.1%
831	1	< 0.1%
832	1	< 0.1%
833	1	< 0.1%
834	1	< 0.1%
835	1	< 0.1%
836	1	< 0.1%

Value	Count	Frequency (%)
398103	1	< 0.1%
398102	1	< 0.1%
398101	1	< 0.1%
398100	1	< 0.1%
398099	1	< 0.1%
398098	1	< 0.1%
398096	1	< 0.1%
398094	1	< 0.1%
398093	1	< 0.1%
398092	1	< 0.1%

Año
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.0 MiB

2020	36451
2019	32608
2021	16762

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	343284
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2019
2nd row	2019
3rd row	2019
4th row	2019
5th row	2019

Common Values

Value	Count	Frequency (%)
2020	36451	42.5%
2019	32608	38.0%
2021	16762	19.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
2020	36451	42.5%
2019	32608	38.0%
2021	16762	19.5%

Most occurring characters

Value	Count	Frequency (%)
2	139034	40.5%
0	122272	35.6%
1	49370	14.4%
9	32608	9.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	343284	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	139034	40.5%
0	122272	35.6%
1	49370	14.4%
9	32608	9.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	343284	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	139034	40.5%
0	122272	35.6%
1	49370	14.4%
9	32608	9.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	343284	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	139034	40.5%
0	122272	35.6%
1	49370	14.4%
9	32608	9.5%

pos
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.934013819

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.479385174
Coefficient of variation (CV)	0.5863459843
Kurtosis	-1.188441114
Mean	5.934013819
Median Absolute Deviation (MAD)	3
Skewness	0.2576769487
Sum	509263
Variance	12.10612119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	8974	10.5%
5	8964	10.4%
4	8917	10.4%
2	8856	10.3%
1	8697	10.1%
12	6205	7.2%
11	6108	7.1%
10	6062	7.1%
9	5871	6.8%
7	5779	6.7%
Other values (2)	11388	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8697	10.1%
2	8856	10.3%
3	8974	10.5%
4	8917	10.4%
5	8964	10.4%
6	5610	6.5%
7	5779	6.7%
8	5778	6.7%
9	5871	6.8%
10	6062	7.1%

Value	Count	Frequency (%)
12	6205	7.2%
11	6108	7.1%
10	6062	7.1%
9	5871	6.8%
8	5778	6.7%
7	5779	6.7%
6	5610	6.5%
5	8964	10.4%
4	8917	10.4%
3	8974	10.5%

Mes
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.934013819

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.479385174
Coefficient of variation (CV)	0.5863459843
Kurtosis	-1.188441114
Mean	5.934013819
Median Absolute Deviation (MAD)	3
Skewness	0.2576769487
Sum	509263
Variance	12.10612119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	8974	10.5%
5	8964	10.4%
4	8917	10.4%
2	8856	10.3%
1	8697	10.1%
12	6205	7.2%
11	6108	7.1%
10	6062	7.1%
9	5871	6.8%
7	5779	6.7%
Other values (2)	11388	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8697	10.1%
2	8856	10.3%
3	8974	10.5%
4	8917	10.4%
5	8964	10.4%
6	5610	6.5%
7	5779	6.7%
8	5778	6.7%
9	5871	6.8%
10	6062	7.1%

Value	Count	Frequency (%)
12	6205	7.2%
11	6108	7.1%
10	6062	7.1%
9	5871	6.8%
8	5778	6.7%
7	5779	6.7%
6	5610	6.5%
5	8964	10.4%
4	8917	10.4%
3	8974	10.5%

grupo
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	190.837196

Minimum	120
Maximum	5011
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	120
5-th percentile	120
Q1	120
median	120
Q3	225
95-th percentile	701
Maximum	5011
Range	4891
Interquartile range (IQR)	105

Descriptive statistics

Standard deviation	166.0322885
Coefficient of variation (CV)	0.8700205828
Kurtosis	201.5684115
Mean	190.837196
Median Absolute Deviation (MAD)	0
Skewness	8.717453626
Sum	16377839
Variance	27566.72083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
120	50673	59.0%
225	7694	9.0%
171	7555	8.8%
251	2511	2.9%
701	2119	2.5%
703	1909	2.2%
131	1753	2.0%
702	1579	1.8%
125	1548	1.8%
253	1365	1.6%
Other values (16)	7115	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
120	50673	59.0%
121	87	0.1%
125	1548	1.8%
131	1753	2.0%
149	607	0.7%
170	29	< 0.1%
171	7555	8.8%
220	447	0.5%
221	962	1.1%
225	7694	9.0%

Value	Count	Frequency (%)
5011	24	< 0.1%
703	1909	2.2%
702	1579	1.8%
701	2119	2.5%
323	972	1.1%
322	977	1.1%
321	1	< 0.1%
261	41	< 0.1%
260	109	0.1%
259	1352	1.6%

clase
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.1 MiB

LONAS	62252
PVC	16012
PEGADO EN FRIO	5607
ARGYLL	1950

Length

Max length	14
Median length	5
Mean length	5.237575885
Min length	3

Characters and Unicode

Total characters	449494
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	LONAS
2nd row	LONAS
3rd row	LONAS
4th row	LONAS
5th row	LONAS

Common Values

Value	Count	Frequency (%)
LONAS	62252	72.5%
PVC	16012	18.7%
PEGADO EN FRIO	5607	6.5%
ARGYLL	1950	2.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
lonas	62252	64.2%
pvc	16012	16.5%
pegado	5607	5.8%
en	5607	5.8%
frio	5607	5.8%
argyll	1950	2.0%

Most occurring characters

Value	Count	Frequency (%)
O	73466	16.3%
A	69809	15.5%
N	67859	15.1%
L	66152	14.7%
S	62252	13.8%
P	21619	4.8%
V	16012	3.6%
C	16012	3.6%
E	11214	2.5%
	11214	2.5%
Other values (6)	33885	7.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	438280	97.5%
Space Separator	11214	2.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	73466	16.8%
A	69809	15.9%
N	67859	15.5%
L	66152	15.1%
S	62252	14.2%
P	21619	4.9%
V	16012	3.7%
C	16012	3.7%
E	11214	2.6%
G	7557	1.7%
Other values (5)	26328	6.0%

Space Separator

Value	Count	Frequency (%)
	11214	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	438280	97.5%
Common	11214	2.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	73466	16.8%
A	69809	15.9%
N	67859	15.5%
L	66152	15.1%
S	62252	14.2%
P	21619	4.9%
V	16012	3.7%
C	16012	3.7%
E	11214	2.6%
G	7557	1.7%
Other values (5)	26328	6.0%

Common

Value	Count	Frequency (%)
	11214	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	449494	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	73466	16.3%
A	69809	15.5%
N	67859	15.1%
L	66152	14.7%
S	62252	13.8%
P	21619	4.8%
V	16012	3.6%
C	16012	3.6%
E	11214	2.5%
	11214	2.5%
Other values (6)	33885	7.5%

subgrupo
Categorical

HIGH CARDINALITY

Distinct	2301
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	5.9 MiB

FEMINELA ESTAMPADA	1288
BOTA TIFFANY ESTAMPADA	939
MACHA ESTAMPADA	493
MACHITA ESTAMP JR 29-34	351
SONTRA 2018 MEN	240
Other values (2296)	82510

Length

Max length	45
Median length	37
Mean length	15.66303119
Min length	6

Characters and Unicode

Total characters	1344217
Distinct characters	44
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	52 ?
Unique (%)	0.1%

Sample

1st row	360 FLIP MEN
2nd row	360 FLIP MEN
3rd row	50-50 MEN
4th row	50-50 MEN
5th row	ABDEL BOY

Common Values

Value	Count	Frequency (%)
FEMINELA ESTAMPADA	1288	1.5%
BOTA TIFFANY ESTAMPADA	939	1.1%
MACHA ESTAMPADA	493	0.6%
MACHITA ESTAMP JR 29-34	351	0.4%
SONTRA 2018 MEN	240	0.3%
SONTRA 2018 BOY	239	0.3%
DISCOVERY BAJO LINE MEN	226	0.3%
DISCOVERY BAJO COLORES MEN	196	0.2%
DISCOVERY BAJO VINTAGE MEN	190	0.2%
DISCOVERY ALTO COLORES JUNIOR	189	0.2%
Other values (2291)	81470	94.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
men	32470	13.4%
boy	21454	8.8%
bota	9128	3.8%
jun	7843	3.2%
discovery	5848	2.4%
inf	4613	1.9%
bajo	4086	1.7%
22-25	3893	1.6%
26-32	3252	1.3%
estampada	2765	1.1%
Other values (1238)	147199	60.7%

Most occurring characters

Value	Count	Frequency (%)
	157145	11.7%
A	131502	9.8%
O	110227	8.2%
E	94102	7.0%
N	92314	6.9%
I	76463	5.7%
R	64156	4.8%
M	62044	4.6%
L	55597	4.1%
B	50220	3.7%
Other values (34)	450447	33.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1105648	82.3%
Space Separator	157145	11.7%
Decimal Number	53870	4.0%
Dash Punctuation	14477	1.1%
Other Punctuation	12830	1.0%
Control	247	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	131502	11.9%
O	110227	10.0%
E	94102	8.5%
N	92314	8.3%
I	76463	6.9%
R	64156	5.8%
M	62044	5.6%
L	55597	5.0%
B	50220	4.5%
S	46405	4.2%
Other values (18)	322618	29.2%

Decimal Number

Value	Count	Frequency (%)
2	26180	48.6%
3	9248	17.2%
6	4774	8.9%
5	4222	7.8%
1	2618	4.9%
0	2423	4.5%
4	1555	2.9%
8	1407	2.6%
7	821	1.5%
9	622	1.2%

Other Punctuation

Value	Count	Frequency (%)
/	9942	77.5%
.	1625	12.7%
"	1263	9.8%

Space Separator

Value	Count	Frequency (%)
	157145	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	14477	100.0%

Control

Value	Count	Frequency (%)
	247	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1105648	82.3%
Common	238569	17.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	131502	11.9%
O	110227	10.0%
E	94102	8.5%
N	92314	8.3%
I	76463	6.9%
R	64156	5.8%
M	62044	5.6%
L	55597	5.0%
B	50220	4.5%
S	46405	4.2%
Other values (18)	322618	29.2%

Common

Value	Count	Frequency (%)
	157145	65.9%
2	26180	11.0%
-	14477	6.1%
/	9942	4.2%
3	9248	3.9%
6	4774	2.0%
5	4222	1.8%
1	2618	1.1%
0	2423	1.0%
.	1625	0.7%
Other values (6)	5915	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1344140	> 99.9%
None	77	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	157145	11.7%
A	131502	9.8%
O	110227	8.2%
E	94102	7.0%
N	92314	6.9%
I	76463	5.7%
R	64156	4.8%
M	62044	4.6%
L	55597	4.1%
B	50220	3.7%
Other values (32)	450370	33.5%

None

Value	Count	Frequency (%)
Ñ	74	96.1%
É	3	3.9%

Linea
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.6 MiB

Discovery	50673
Botas Disney	7694
Deportivo	7555
Botas Machita	2511
Coleg. Croydon Cuero	2119
Other values (21)	15269

Length

Max length	32
Median length	9
Mean length	11.01611494
Min length	5

Characters and Unicode

Total characters	945414
Distinct characters	39
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Discovery
2nd row	Discovery
3rd row	Discovery
4th row	Discovery
5th row	Discovery

Common Values

Value	Count	Frequency (%)
Discovery	50673	59.0%
Botas Disney	7694	9.0%
Deportivo	7555	8.8%
Botas Machita	2511	2.9%
Coleg. Croydon Cuero	2119	2.5%
Coleg. Croydon Pvc	1909	2.2%
Royal Lona	1753	2.0%
Discovery Peg. En Fr	1579	1.8%
Disney Convencional	1548	1.8%
Botas Feminela Estam	1365	1.6%
Other values (16)	7115	8.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
discovery	52252	41.3%
botas	15448	12.2%
disney	9242	7.3%
deportivo	7555	6.0%
coleg	4028	3.2%
croydon	4028	3.2%
machita	3273	2.6%
pvc	2356	1.9%
cuero	2119	1.7%
lona	1782	1.4%
Other values (29)	24289	19.2%

Most occurring characters

Value	Count	Frequency (%)
o	109803	11.6%
e	84141	8.9%
s	81155	8.6%
i	78763	8.3%
y	70664	7.5%
D	70468	7.5%
r	69883	7.4%
v	64318	6.8%
c	61950	6.6%
	41166	4.4%
Other values (29)	213103	22.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	772269	81.7%
Uppercase Letter	126372	13.4%
Space Separator	41166	4.4%
Other Punctuation	5607	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	109803	14.2%
e	84141	10.9%
s	81155	10.5%
i	78763	10.2%
y	70664	9.2%
r	69883	9.0%
v	64318	8.3%
c	61950	8.0%
a	40499	5.2%
t	31229	4.0%
Other values (12)	79864	10.3%

Uppercase Letter

Value	Count	Frequency (%)
D	70468	55.8%
B	16918	13.4%
C	13410	10.6%
E	5161	4.1%
P	3976	3.1%
M	3766	3.0%
F	3237	2.6%
L	1782	1.4%
R	1753	1.4%
T	1548	1.2%
Other values (5)	4353	3.4%

Space Separator

Value	Count	Frequency (%)
	41166	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	5607	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	898641	95.1%
Common	46773	4.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	109803	12.2%
e	84141	9.4%
s	81155	9.0%
i	78763	8.8%
y	70664	7.9%
D	70468	7.8%
r	69883	7.8%
v	64318	7.2%
c	61950	6.9%
a	40499	4.5%
Other values (27)	166997	18.6%

Common

Value	Count	Frequency (%)
	41166	88.0%
.	5607	12.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	945414	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	109803	11.6%
e	84141	8.9%
s	81155	8.6%
i	78763	8.3%
y	70664	7.5%
D	70468	7.5%
r	69883	7.4%
v	64318	6.8%
c	61950	6.6%
	41166	4.4%
Other values (29)	213103	22.5%

Ref.
Categorical

HIGH CARDINALITY

Distinct	2313
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Memory size	5.2 MiB

5900090	145
5900060	144
7220060	116
7221050	116
J594040	116
Other values (2308)	85184

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	600747
Distinct characters	36
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	24 ?
Unique (%)	< 0.1%

Sample

1st row	AF20050
2nd row	AF20080
3rd row	AD90019
4th row	AD90020
5th row	AE55020

Common Values

Value	Count	Frequency (%)
5900090	145	0.2%
5900060	144	0.2%
7220060	116	0.1%
7221050	116	0.1%
J594040	116	0.1%
AD87060	116	0.1%
7230050	116	0.1%
J604040	116	0.1%
AK74090	116	0.1%
7220090	116	0.1%
Other values (2303)	84604	98.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
5900090	145	0.2%
5900060	144	0.2%
7220060	116	0.1%
j594040	116	0.1%
ad87060	116	0.1%
7230050	116	0.1%
j604040	116	0.1%
ak74090	116	0.1%
7220090	116	0.1%
7221050	116	0.1%
Other values (2303)	84604	98.6%

Most occurring characters

Value	Count	Frequency (%)
0	182269	30.3%
6	51171	8.5%
9	42752	7.1%
A	41139	6.8%
2	37604	6.3%
5	34074	5.7%
4	31361	5.2%
8	27377	4.6%
7	26560	4.4%
3	24483	4.1%
Other values (26)	101957	17.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	482044	80.2%
Uppercase Letter	118703	19.8%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	41139	34.7%
C	9756	8.2%
B	9178	7.7%
O	9050	7.6%
G	6253	5.3%
Q	5083	4.3%
E	4372	3.7%
J	4361	3.7%
H	3576	3.0%
K	3284	2.8%
Other values (16)	22651	19.1%

Decimal Number

Value	Count	Frequency (%)
0	182269	37.8%
6	51171	10.6%
9	42752	8.9%
2	37604	7.8%
5	34074	7.1%
4	31361	6.5%
8	27377	5.7%
7	26560	5.5%
3	24483	5.1%
1	24393	5.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	482044	80.2%
Latin	118703	19.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	41139	34.7%
C	9756	8.2%
B	9178	7.7%
O	9050	7.6%
G	6253	5.3%
Q	5083	4.3%
E	4372	3.7%
J	4361	3.7%
H	3576	3.0%
K	3284	2.8%
Other values (16)	22651	19.1%

Common

Value	Count	Frequency (%)
0	182269	37.8%
6	51171	10.6%
9	42752	8.9%
2	37604	7.8%
5	34074	7.1%
4	31361	6.5%
8	27377	5.7%
7	26560	5.5%
3	24483	5.1%
1	24393	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	600747	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	182269	30.3%
6	51171	8.5%
9	42752	7.1%
A	41139	6.8%
2	37604	6.3%
5	34074	5.7%
4	31361	5.2%
8	27377	4.6%
7	26560	4.4%
3	24483	4.1%
Other values (26)	101957	17.0%

Descripcion
Categorical

HIGH CARDINALITY

Distinct	2242
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	6.5 MiB

DISCOVERY ALTO ROJO CROYDON	169
CHAMPION BLANCO CROYDON	145
MACHITA NEGRO CROYDON	145
MACHITA AZUL CROYDON	144
DEPORTIVO BAJO COLORS BLANCO	144
Other values (2237)	85074

Length

Max length	33
Median length	28
Mean length	22.25653395
Min length	8

Characters and Unicode

Total characters	1910078
Distinct characters	45
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	24 ?
Unique (%)	< 0.1%

Sample

1st row	360 FLIP ROJO CROYDON
2nd row	360 FLIP VERDE CROYDON
3rd row	50-50 GRIS OSCURO CROYDON
4th row	50-50 GRIS CROYDON
5th row	ABDEL GRIS CROYDON

Common Values

Value	Count	Frequency (%)
DISCOVERY ALTO ROJO CROYDON	169	0.2%
CHAMPION BLANCO CROYDON	145	0.2%
MACHITA NEGRO CROYDON	145	0.2%
MACHITA AZUL CROYDON	144	0.2%
DEPORTIVO BAJO COLORS BLANCO	144	0.2%
CHAMPION NEGRO CROYDON	143	0.2%
DEPORTIVO ALTO NEGRO CROYDON	140	0.2%
ENDOR FUCSIA DISNEY	116	0.1%
DISCOVERY BAJO ROJO CROYDON	116	0.1%
DISCOVERY ALTO BLANCO ROJO	116	0.1%
Other values (2232)	84443	98.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
croydon	64077	21.7%
azul	18354	6.2%
negro	14642	5.0%
gris	8905	3.0%
disney	8339	2.8%
rojo	6161	2.1%
blanco	6141	2.1%
fucsia	5757	2.0%
cafe	5495	1.9%
rosado	5249	1.8%
Other values (1264)	152073	51.5%

Most occurring characters

Value	Count	Frequency (%)
O	254249	13.3%
	209625	11.0%
R	162898	8.5%
A	159559	8.4%
N	139406	7.3%
C	116194	6.1%
D	107372	5.6%
I	99259	5.2%
E	94586	5.0%
Y	88727	4.6%
Other values (35)	478203	25.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1689023	88.4%
Space Separator	209625	11.0%
Decimal Number	8557	0.4%
Dash Punctuation	1837	0.1%
Other Punctuation	1022	0.1%
Open Punctuation	7	< 0.1%
Close Punctuation	7	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	254249	15.1%
R	162898	9.6%
A	159559	9.4%
N	139406	8.3%
C	116194	6.9%
D	107372	6.4%
I	99259	5.9%
E	94586	5.6%
Y	88727	5.3%
L	79990	4.7%
Other values (18)	386783	22.9%

Decimal Number

Value	Count	Frequency (%)
2	2670	31.2%
1	1734	20.3%
0	1713	20.0%
3	653	7.6%
8	596	7.0%
4	479	5.6%
5	443	5.2%
9	165	1.9%
6	75	0.9%
7	29	0.3%

Other Punctuation

Value	Count	Frequency (%)
.	552	54.0%
"	257	25.1%
/	213	20.8%

Space Separator

Value	Count	Frequency (%)
	209625	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1837	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	7	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1689023	88.4%
Common	221055	11.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	254249	15.1%
R	162898	9.6%
A	159559	9.4%
N	139406	8.3%
C	116194	6.9%
D	107372	6.4%
I	99259	5.9%
E	94586	5.6%
Y	88727	5.3%
L	79990	4.7%
Other values (18)	386783	22.9%

Common

Value	Count	Frequency (%)
	209625	94.8%
2	2670	1.2%
-	1837	0.8%
1	1734	0.8%
0	1713	0.8%
3	653	0.3%
8	596	0.3%
.	552	0.2%
4	479	0.2%
5	443	0.2%
Other values (7)	753	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1910021	> 99.9%
None	57	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	254249	13.3%
	209625	11.0%
R	162898	8.5%
A	159559	8.4%
N	139406	7.3%
C	116194	6.1%
D	107372	5.6%
I	99259	5.2%
E	94586	5.0%
Y	88727	4.6%
Other values (33)	478146	25.0%

None

Value	Count	Frequency (%)
Ð	45	78.9%
Ñ	12	21.1%

q ini
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	3743
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	292.5138369

Minimum	0
Maximum	96776
Zeros	1417
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	30
Q3	184
95-th percentile	1053
Maximum	96776
Range	96776
Interquartile range (IQR)	178

Descriptive statistics

Standard deviation	1374.932447
Coefficient of variation (CV)	4.700401396
Kurtosis	1069.893443
Mean	292.5138369
Median Absolute Deviation (MAD)	29
Skewness	24.54171688
Sum	25103830
Variance	1890439.235
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7709	9.0%
2	4464	5.2%
3	3303	3.8%
4	2254	2.6%
5	2145	2.5%
6	1937	2.3%
7	1576	1.8%
8	1490	1.7%
0	1417	1.7%
9	1302	1.5%
Other values (3733)	58224	67.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1417	1.7%
1	7709	9.0%
2	4464	5.2%
3	3303	3.8%
4	2254	2.6%
5	2145	2.5%
6	1937	2.3%
7	1576	1.8%
8	1490	1.7%
9	1302	1.5%

Value	Count	Frequency (%)
96776	1	< 0.1%
88432	1	< 0.1%
77606	1	< 0.1%
67763	1	< 0.1%
67013	1	< 0.1%
66930	1	< 0.1%
61037	1	< 0.1%
59730	1	< 0.1%
50486	1	< 0.1%
48392	1	< 0.1%

$ ini
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	40623
Distinct (%)	47.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4973147.279

Minimum	0
Maximum	444017599
Zeros	1417
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	19465
Q1	115355
median	663789
Q3	3868017
95-th percentile	21099855
Maximum	444017599
Range	444017599
Interquartile range (IQR)	3752662

Descriptive statistics

Standard deviation	15529857.3
Coefficient of variation (CV)	3.122742285
Kurtosis	142.815814
Mean	4973147.279
Median Absolute Deviation (MAD)	638827
Skewness	9.621702355
Sum	4.268004726 × 10¹¹
Variance	2.411764677 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1417	1.7%
8630	177	0.2%
17728	111	0.1%
17260	99	0.1%
8864	96	0.1%
21479	80	0.1%
12689	72	0.1%
22627	68	0.1%
23020	67	0.1%
166278	66	0.1%
Other values (40613)	83568	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1417	1.7%
3308	1	< 0.1%
3399	2	< 0.1%
6707	1	< 0.1%
6798	2	< 0.1%
6862	4	< 0.1%
7404	27	< 0.1%
7428	1	< 0.1%
7642	29	< 0.1%
7920	4	< 0.1%

Value	Count	Frequency (%)
444017599	1	< 0.1%
436750088	1	< 0.1%
399825588	1	< 0.1%
399093616	1	< 0.1%
396451322	1	< 0.1%
380377848	1	< 0.1%
378357426	1	< 0.1%
372282934	1	< 0.1%
367398196	1	< 0.1%
365318316	1	< 0.1%

Q pro
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	1749
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.67644283

Minimum	-938
Maximum	87258
Zeros	79449
Zeros (%)	92.6%
Negative	181
Negative (%)	0.2%
Memory size	670.6 KiB

Quantile statistics

Minimum	-938
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	132
Maximum	87258
Range	88196
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1235.781202
Coefficient of variation (CV)	16.1168301
Kurtosis	2334.076263
Mean	76.67644283
Median Absolute Deviation (MAD)	0
Skewness	43.5957974
Sum	6580449
Variance	1527155.179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79449	92.6%
1	189	0.2%
-1	102	0.1%
12	82	0.1%
24	70	0.1%
2	61	0.1%
36	60	0.1%
108	58	0.1%
120	53	0.1%
48	50	0.1%
Other values (1739)	5647	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-938	1	< 0.1%
-759	1	< 0.1%
-612	1	< 0.1%
-605	1	< 0.1%
-512	1	< 0.1%
-396	1	< 0.1%
-355	1	< 0.1%
-314	1	< 0.1%
-294	1	< 0.1%
-288	1	< 0.1%

Value	Count	Frequency (%)
87258	1	< 0.1%
83094	1	< 0.1%
81502	1	< 0.1%
77328	1	< 0.1%
77202	1	< 0.1%
75782	1	< 0.1%
72617	1	< 0.1%
70449	1	< 0.1%
69433	1	< 0.1%
67036	1	< 0.1%

$pro
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	5980
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	925309.3726

Minimum	-9546026
Maximum	616425735
Zeros	79450
Zeros (%)	92.6%
Negative	181
Negative (%)	0.2%
Memory size	670.6 KiB

Quantile statistics

Minimum	-9546026
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2339736
Maximum	616425735
Range	625971761
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8850189.769
Coefficient of variation (CV)	9.564573785
Kurtosis	1121.855491
Mean	925309.3726
Median Absolute Deviation (MAD)	0
Skewness	27.24311778
Sum	7.941097567 × 10¹⁰
Variance	7.832585895 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79450	92.6%
224448	8	< 0.1%
209688	7	< 0.1%
419376	7	< 0.1%
-8864	6	< 0.1%
104844	6	< 0.1%
568800	5	< 0.1%
341280	5	< 0.1%
992088	4	< 0.1%
1091640	4	< 0.1%
Other values (5970)	6319	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9546026	1	< 0.1%
-9375840	1	< 0.1%
-8291316	1	< 0.1%
-6893370	1	< 0.1%
-4671059	1	< 0.1%
-3815504	1	< 0.1%
-3022525	1	< 0.1%
-2857386	1	< 0.1%
-2681344	1	< 0.1%
-2318940	1	< 0.1%

Value	Count	Frequency (%)
616425735	1	< 0.1%
599952331	1	< 0.1%
393795354	1	< 0.1%
386230555	1	< 0.1%
379340426	1	< 0.1%
375003222	1	< 0.1%
367818526	1	< 0.1%
351813474	1	< 0.1%
348981264	1	< 0.1%
348412626	1	< 0.1%

Q com
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

0.0	85821

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	257463
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	85821	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	85821	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	171642	66.7%
Other Punctuation	85821	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	171642	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	85821	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	257463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	257463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

$ com
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

0.0	85821

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	257463
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	85821	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	85821	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	171642	66.7%
Other Punctuation	85821	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	171642	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	85821	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	257463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	257463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

Q ven
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	1695
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.66286806

Minimum	0
Maximum	88448
Zeros	47591
Zeros (%)	55.5%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	151
Maximum	88448
Range	88448
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1189.051874
Coefficient of variation (CV)	14.74100665
Kurtosis	2595.051506
Mean	80.66286806
Median Absolute Deviation (MAD)	0
Skewness	45.70429977
Sum	6922568
Variance	1413844.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47591	55.5%
1	5114	6.0%
2	2938	3.4%
3	2099	2.4%
4	1692	2.0%
5	1347	1.6%
6	1234	1.4%
7	1004	1.2%
8	870	1.0%
9	778	0.9%
Other values (1685)	21154	24.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47591	55.5%
1	5114	6.0%
2	2938	3.4%
3	2099	2.4%
4	1692	2.0%
5	1347	1.6%
6	1234	1.4%
7	1004	1.2%
8	870	1.0%
9	778	0.9%

Value	Count	Frequency (%)
88448	1	< 0.1%
88358	1	< 0.1%
84853	1	< 0.1%
83086	1	< 0.1%
75733	1	< 0.1%
73564	1	< 0.1%
70221	1	< 0.1%
68026	1	< 0.1%
60364	1	< 0.1%
59296	1	< 0.1%

$ ven
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	24842
Distinct (%)	28.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	983627.459

Minimum	0
Maximum	547298378
Zeros	47591
Zeros (%)	55.5%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	193200
95-th percentile	2938494
Maximum	547298378
Range	547298378
Interquartile range (IQR)	193200

Descriptive statistics

Standard deviation	8180342.634
Coefficient of variation (CV)	8.316504953
Kurtosis	1069.255942
Mean	983627.459
Median Absolute Deviation (MAD)	0
Skewness	27.38079609
Sum	8.441589216 × 10¹⁰
Variance	6.691800562 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47591	55.5%
8864	66	0.1%
17728	52	0.1%
26592	43	0.1%
23754	39	< 0.1%
12472	30	< 0.1%
22728	28	< 0.1%
35456	27	< 0.1%
53184	27	< 0.1%
18555	25	< 0.1%
Other values (24832)	37893	44.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47591	55.5%
3233	12	< 0.1%
3308	9	< 0.1%
3399	22	< 0.1%
6068	1	< 0.1%
6356	1	< 0.1%
6509	8	< 0.1%
6536	1	< 0.1%
6542	1	< 0.1%
6574	1	< 0.1%

Value	Count	Frequency (%)
547298378	1	< 0.1%
399165824	1	< 0.1%
398759654	1	< 0.1%
385583501	1	< 0.1%
383891253	1	< 0.1%
379605809	1	< 0.1%
374967118	1	< 0.1%
374720796	1	< 0.1%
373570803	1	< 0.1%
347838481	1	< 0.1%

Q dev
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	352
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.249181436

Minimum	0
Maximum	8972
Zeros	64985
Zeros (%)	75.7%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	14
Maximum	8972
Range	8972
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	66.23065177
Coefficient of variation (CV)	15.58668482
Kurtosis	8653.27872
Mean	4.249181436
Median Absolute Deviation (MAD)	0
Skewness	79.99155308
Sum	364669
Variance	4386.499234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64985	75.7%
1	5442	6.3%
2	2830	3.3%
3	1791	2.1%
4	1341	1.6%
5	1036	1.2%
6	797	0.9%
7	720	0.8%
8	590	0.7%
9	492	0.6%
Other values (342)	5797	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64985	75.7%
1	5442	6.3%
2	2830	3.3%
3	1791	2.1%
4	1341	1.6%
5	1036	1.2%
6	797	0.9%
7	720	0.8%
8	590	0.7%
9	492	0.6%

Value	Count	Frequency (%)
8972	1	< 0.1%
7644	1	< 0.1%
7335	1	< 0.1%
5247	1	< 0.1%
4446	1	< 0.1%
2988	1	< 0.1%
2600	1	< 0.1%
2413	1	< 0.1%
2217	1	< 0.1%
2206	1	< 0.1%

$ dev
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	10198
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74015.72168

Minimum	0
Maximum	88609248
Zeros	64985
Zeros (%)	75.7%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	283135
Maximum	88609248
Range	88609248
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	833497.6183
Coefficient of variation (CV)	11.26108885
Kurtosis	5076.555957
Mean	74015.72168
Median Absolute Deviation (MAD)	0
Skewness	59.99138643
Sum	6352103250
Variance	6.947182798 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64985	75.7%
8864	80	0.1%
9570	50	0.1%
12472	42	< 0.1%
9352	33	< 0.1%
3399	30	< 0.1%
17728	30	< 0.1%
24807	30	< 0.1%
24196	29	< 0.1%
26592	26	< 0.1%
Other values (10188)	20486	23.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64985	75.7%
1517	1	< 0.1%
3034	1	< 0.1%
3233	1	< 0.1%
3308	14	< 0.1%
3399	30	< 0.1%
3516	7	< 0.1%
3606	8	< 0.1%
4551	2	< 0.1%
5237	1	< 0.1%

Value	Count	Frequency (%)
88609248	1	< 0.1%
88185788	1	< 0.1%
85027320	1	< 0.1%
51100000	1	< 0.1%
47816000	1	< 0.1%
46756401	1	< 0.1%
46578450	1	< 0.1%
40656624	1	< 0.1%
40067547	1	< 0.1%
37640414	1	< 0.1%

Q tra
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.9 MiB

0.0	85821

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	257463
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	85821	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	85821	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	171642	66.7%
Other Punctuation	85821	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	171642	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	85821	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	257463	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	257463	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	171642	66.7%
.	85821	33.3%

$ tra
Real number (ℝ)

SKEWED
ZEROS

Distinct	94
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.609839084

Minimum	-537698
Maximum	697771
Zeros	85567
Zeros (%)	99.7%
Negative	164
Negative (%)	0.2%
Memory size	670.6 KiB

Quantile statistics

Minimum	-537698
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	697771
Range	1235469
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3008.080567
Coefficient of variation (CV)	1868.559782
Kurtosis	45633.11541
Mean	1.609839084
Median Absolute Deviation (MAD)	0
Skewness	78.88591598
Sum	138158
Variance	9048548.696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85567	99.7%
-1	45	0.1%
-2	29	< 0.1%
1	24	< 0.1%
2	8	< 0.1%
-6	8	< 0.1%
-3	8	< 0.1%
-7	7	< 0.1%
-4	7	< 0.1%
-11	5	< 0.1%
Other values (84)	113	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-537698	1	< 0.1%
-13412	1	< 0.1%
-13193	1	< 0.1%
-7459	1	< 0.1%
-5094	1	< 0.1%
-4000	1	< 0.1%
-1994	1	< 0.1%
-1982	1	< 0.1%
-111	1	< 0.1%
-80	1	< 0.1%

Value	Count	Frequency (%)
697771	1	< 0.1%
7813	1	< 0.1%
2797	1	< 0.1%
2053	1	< 0.1%
1974	1	< 0.1%
988	1	< 0.1%
950	1	< 0.1%
834	1	< 0.1%
759	1	< 0.1%
718	1	< 0.1%

Q s/e
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	396
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.3845562275

Minimum	-2464
Maximum	2710
Zeros	67469
Zeros (%)	78.6%
Negative	12015
Negative (%)	14.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	-2464
5-th percentile	-3
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	2710
Range	5174
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25.84698072
Coefficient of variation (CV)	-67.21248771
Kurtosis	4772.61083
Mean	-0.3845562275
Median Absolute Deviation (MAD)	0
Skewness	12.50226854
Sum	-33003
Variance	668.0664122
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	67469	78.6%
-1	4989	5.8%
1	2721	3.2%
-2	1834	2.1%
-3	1021	1.2%
2	960	1.1%
-4	674	0.8%
3	491	0.6%
-5	463	0.5%
-6	332	0.4%
Other values (386)	4867	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2464	1	< 0.1%
-2280	1	< 0.1%
-1118	1	< 0.1%
-934	1	< 0.1%
-827	1	< 0.1%
-756	1	< 0.1%
-733	1	< 0.1%
-658	1	< 0.1%
-646	1	< 0.1%
-555	1	< 0.1%

Value	Count	Frequency (%)
2710	1	< 0.1%
2265	1	< 0.1%
2256	1	< 0.1%
1433	1	< 0.1%
959	1	< 0.1%
876	1	< 0.1%
828	1	< 0.1%
824	1	< 0.1%
649	1	< 0.1%
607	1	< 0.1%

$ s/e
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10926
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-31471.43907

Minimum	-172424444
Maximum	171053804
Zeros	66839
Zeros (%)	77.9%
Negative	12635
Negative (%)	14.7%
Memory size	670.6 KiB

Quantile statistics

Minimum	-172424444
5-th percentile	-91998
Q1	0
median	0
Q3	0
95-th percentile	24633
Maximum	171053804
Range	343478248
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1037279.342
Coefficient of variation (CV)	-32.95938706
Kurtosis	17743.83073
Mean	-31471.43907
Median Absolute Deviation (MAD)	0
Skewness	-4.445941872
Sum	-2700910373
Variance	1.075948433 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66839	77.9%
-8864	96	0.1%
8864	61	0.1%
-17728	44	0.1%
12472	33	< 0.1%
-9901	29	< 0.1%
-8737	29	< 0.1%
-9625	27	< 0.1%
3399	26	< 0.1%
-7428	25	< 0.1%
Other values (10916)	18612	21.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-172424444	1	< 0.1%
-52463730	1	< 0.1%
-35422079	1	< 0.1%
-31065048	1	< 0.1%
-29359756	1	< 0.1%
-28947072	1	< 0.1%
-28565455	1	< 0.1%
-28359027	1	< 0.1%
-25443000	1	< 0.1%
-24712272	1	< 0.1%

Value	Count	Frequency (%)
171053804	1	< 0.1%
45771984	1	< 0.1%
31837080	1	< 0.1%
29074137	1	< 0.1%
25513334	1	< 0.1%
21736774	1	< 0.1%
14691114	1	< 0.1%
12479580	1	< 0.1%
12391750	1	< 0.1%
9986163	1	< 0.1%

q fin
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	3726
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	292.3920253

Minimum	0
Maximum	96776
Zeros	491
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	31
Q3	184
95-th percentile	1049
Maximum	96776
Range	96776
Interquartile range (IQR)	178

Descriptive statistics

Standard deviation	1384.806616
Coefficient of variation (CV)	4.73612991
Kurtosis	1093.961883
Mean	292.3920253
Median Absolute Deviation (MAD)	29
Skewness	24.96065307
Sum	25093376
Variance	1917689.365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7832	9.1%
2	4558	5.3%
3	3366	3.9%
4	2334	2.7%
5	2196	2.6%
6	2011	2.3%
7	1602	1.9%
8	1511	1.8%
9	1342	1.6%
12	1285	1.5%
Other values (3716)	57784	67.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	491	0.6%
1	7832	9.1%
2	4558	5.3%
3	3366	3.9%
4	2334	2.7%
5	2196	2.6%
6	2011	2.3%
7	1602	1.9%
8	1511	1.8%
9	1342	1.6%

Value	Count	Frequency (%)
96776	1	< 0.1%
88432	1	< 0.1%
77606	1	< 0.1%
69289	1	< 0.1%
67763	1	< 0.1%
67013	1	< 0.1%
66930	1	< 0.1%
61037	1	< 0.1%
59730	1	< 0.1%
50486	1	< 0.1%

$ fin
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	40677
Distinct (%)	47.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4957203.527

Minimum	0
Maximum	444017599
Zeros	491
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	21169
Q1	121620
median	669383
Q3	3862542
95-th percentile	21071892
Maximum	444017599
Range	444017599
Interquartile range (IQR)	3740922

Descriptive statistics

Standard deviation	15454266.34
Coefficient of variation (CV)	3.117537187
Kurtosis	145.7566332
Mean	4957203.527
Median Absolute Deviation (MAD)	642241
Skewness	9.70044781
Sum	4.254321639 × 10¹¹
Variance	2.388343482 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	491	0.6%
8630	176	0.2%
17728	118	0.1%
17260	99	0.1%
8864	97	0.1%
21479	78	0.1%
12689	73	0.1%
166278	67	0.1%
23020	67	0.1%
22627	66	0.1%
Other values (40667)	84489	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	491	0.6%
3399	3	< 0.1%
6616	1	< 0.1%
6798	1	< 0.1%
6862	5	< 0.1%
7404	27	< 0.1%
7428	2	< 0.1%
7642	29	< 0.1%
7920	5	< 0.1%
7937	11	< 0.1%

Value	Count	Frequency (%)
444017599	1	< 0.1%
436750088	1	< 0.1%
399093616	1	< 0.1%
396451322	1	< 0.1%
380377848	1	< 0.1%
378357426	1	< 0.1%
372282934	1	< 0.1%
367398196	1	< 0.1%
365318316	1	< 0.1%
361977294	1	< 0.1%

Q ven2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	1643
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.41368663

Minimum	0
Maximum	88186
Zeros	48483
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	670.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	135
Maximum	88186
Range	88186
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	1163.450982
Coefficient of variation (CV)	15.2256884
Kurtosis	2625.363251
Mean	76.41368663
Median Absolute Deviation (MAD)	0
Skewness	46.05782339
Sum	6557899
Variance	1353618.188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48483	56.5%
1	5349	6.2%
2	3009	3.5%
3	2078	2.4%
4	1679	2.0%
5	1349	1.6%
6	1207	1.4%
7	995	1.2%
8	864	1.0%
9	737	0.9%
Other values (1633)	20071	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48483	56.5%
1	5349	6.2%
2	3009	3.5%
3	2078	2.4%
4	1679	2.0%
5	1349	1.6%
6	1207	1.4%
7	995	1.2%
8	864	1.0%
9	737	0.9%

Value	Count	Frequency (%)
88186	1	< 0.1%
83182	1	< 0.1%
83111	1	< 0.1%
82796	1	< 0.1%
75011	1	< 0.1%
72360	1	< 0.1%
70091	1	< 0.1%
67791	1	< 0.1%
57090	1	< 0.1%
56808	1	< 0.1%

$ ven3
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	24043
Distinct (%)	28.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	909611.7373

Minimum	-3108
Maximum	546344965
Zeros	48455
Zeros (%)	56.5%
Negative	11
Negative (%)	< 0.1%
Memory size	670.6 KiB

Quantile statistics

Minimum	-3108
5-th percentile	0
Q1	0
median	0
Q3	166074
95-th percentile	2622966
Maximum	546344965
Range	546348073
Interquartile range (IQR)	166074

Descriptive statistics

Standard deviation	7896262.05
Coefficient of variation (CV)	8.680914863
Kurtosis	1134.939538
Mean	909611.7373
Median Absolute Deviation (MAD)	0
Skewness	28.24911266
Sum	7.806378891 × 10¹⁰
Variance	6.235095436 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	48455	56.5%
8864	67	0.1%
17728	50	0.1%
26592	43	0.1%
23754	39	< 0.1%
22728	32	< 0.1%
12472	30	< 0.1%
35456	29	< 0.1%
44320	27	< 0.1%
27725	25	< 0.1%
Other values (24033)	37024	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3108	1	< 0.1%
-2850	1	< 0.1%
-2164	1	< 0.1%
-2160	1	< 0.1%
-2127	1	< 0.1%
-1818	1	< 0.1%
-1662	2	< 0.1%
-1498	1	< 0.1%
-909	1	< 0.1%
-468	1	< 0.1%

Value	Count	Frequency (%)
546344965	1	< 0.1%
397983418	1	< 0.1%
382485706	1	< 0.1%
378042278	1	< 0.1%
377797273	1	< 0.1%
375079943	1	< 0.1%
373658348	1	< 0.1%
372430639	1	< 0.1%
345705588	1	< 0.1%
338524643	1	< 0.1%

fecha
Date

HIGH CORRELATION

Distinct	29
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.6 KiB

Minimum	2019-01-01 00:00:00
Maximum	2021-05-01 00:00:00

Histogram

Histogram with fixed size bins (bins=29)

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	Año	pos	Mes	grupo	clase	subgrupo	Linea	Ref.	Descripcion	q ini	$ ini	Q ven	$ ven	Q dev	$ dev	Q s/e	$ s/e	q fin	$ fin	Q ven2	$ ven3	fecha
0	827	2019	1	1	120	LONAS	360 FLIP MEN	Discovery	AF20050	360 FLIP ROJO CROYDON	8.0	194728.0	1.0	24341.0	0.0	0.0	0.0	0.0	7.0	170387.0	1.0	24341.0	2019-01-01
1	828	2019	1	1	120	LONAS	360 FLIP MEN	Discovery	AF20080	360 FLIP VERDE CROYDON	12.0	292092.0	1.0	24341.0	0.0	0.0	0.0	0.0	11.0	267751.0	1.0	24341.0	2019-01-01
2	829	2019	1	1	120	LONAS	50-50 MEN	Discovery	AD90019	50-50 GRIS OSCURO CROYDON	13.0	360581.0	1.0	27737.0	0.0	0.0	0.0	0.0	12.0	332844.0	1.0	27737.0	2019-01-01
3	830	2019	1	1	120	LONAS	50-50 MEN	Discovery	AD90020	50-50 GRIS CROYDON	8.0	221896.0	2.0	55474.0	0.0	0.0	0.0	0.0	6.0	166422.0	2.0	55474.0	2019-01-01
4	831	2019	1	1	120	LONAS	ABDEL BOY	Discovery	AE55020	ABDEL GRIS CROYDON	29.0	1079090.0	3.0	111630.0	1.0	37210.0	0.0	0.0	27.0	1004670.0	2.0	74420.0	2019-01-01
5	832	2019	1	1	120	LONAS	ABDEL BOY	Discovery	AE55040	ABDEL CAFE CROYDON	11.0	409310.0	1.0	37210.0	0.0	0.0	0.0	0.0	10.0	372100.0	1.0	37210.0	2019-01-01
6	833	2019	1	1	120	LONAS	ABDEL MEN	Discovery	AE55020	ABDEL GRIS CROYDON	30.0	1185720.0	4.0	158096.0	1.0	39524.0	0.0	0.0	27.0	1067148.0	3.0	118572.0	2019-01-01
7	834	2019	1	1	120	LONAS	ABDEL MEN	Discovery	AE55040	ABDEL CAFE CROYDON	8.0	316192.0	2.0	79048.0	1.0	39524.0	0.0	0.0	7.0	276668.0	1.0	39524.0	2019-01-01
8	835	2019	1	1	120	LONAS	ABIE BOY	Discovery	AK65020	ABIE GRIS CROYDON	11.0	254826.0	0.0	0.0	0.0	0.0	0.0	0.0	11.0	254826.0	0.0	0.0	2019-01-01
9	836	2019	1	1	120	LONAS	ABIE BOY	Discovery	AK65060	ABIE AZUL CROYDON	198.0	4586868.0	98.0	2270268.0	8.0	185328.0	-38.0	-880308.0	70.0	1621620.0	90.0	2084940.0	2019-01-01

Last rows

	df_index	Año	pos	Mes	grupo	clase	subgrupo	Linea	Ref.	Descripcion	q ini	$ ini	Q ven	$ ven	Q dev	$ dev	Q s/e	$ s/e	q fin	$ fin	Q ven2	$ ven3	fecha
85811	398092	2021	5	5	703	PEGADO EN FRIO	LORIK NEGRO JUN	Coleg. Croydon Pvc	AJ16090	LORIK NEGRO CROYDON	487.0	6794624.0	2.0	27904.0	0.0	0.0	-1.0	-13952.0	484.0	6752768.0	2.0	27904.0	2021-05-01
85812	398093	2021	5	5	703	PEGADO EN FRIO	LORIK NEGRO MEN	Coleg. Croydon Pvc	AJ16090	LORIK NEGRO CROYDON	424.0	6700048.0	1.0	15802.0	0.0	0.0	0.0	0.0	423.0	6684246.0	1.0	15802.0	2021-05-01
85813	398094	2021	5	5	703	PEGADO EN FRIO	LORIK NGRO/NGRO BOY	Coleg. Croydon Pvc	AJ16019	COLEGIAL LORIK NEGRO NEGRO	2751.0	44032158.0	1.0	16086.0	0.0	0.0	0.0	0.0	2750.0	44016072.0	1.0	16086.0	2021-05-01
85814	398096	2021	5	5	703	PEGADO EN FRIO	LORIK NGRO/NGRO JUN	Coleg. Croydon Pvc	AJ16019	COLEGIAL LORIK NEGRO NEGRO	2825.0	41366439.0	5.0	73888.0	4.0	60371.0	0.0	0.0	2824.0	41352922.0	1.0	13517.0	2021-05-01
85815	398098	2021	5	5	703	PEGADO EN FRIO	SLASH AZUL BOY	Coleg. Croydon Pvc	CG29060	SLASH NEGRO CROYDON	2767.0	45993074.0	0.0	0.0	0.0	0.0	0.0	0.0	2767.0	45993074.0	0.0	0.0	2021-05-01
85816	398099	2021	5	5	703	PEGADO EN FRIO	SLASH AZUL MEN	Coleg. Croydon Pvc	CG29060	SLASH NEGRO CROYDON	1229.0	21899551.0	0.0	0.0	0.0	0.0	0.0	0.0	1229.0	21899551.0	0.0	0.0	2021-05-01
85817	398100	2021	5	5	703	PEGADO EN FRIO	SLASH BLANCO BOY	Coleg. Croydon Pvc	CG29010	SLASH BLANCO BLANCO CROYDON	21777.0	361977294.0	311.0	5169442.0	116.0	1928152.0	-1.0	-16622.0	21581.0	358719382.0	195.0	3241290.0	2021-05-01
85818	398101	2021	5	5	703	PEGADO EN FRIO	SLASH BLANCO MEN	Coleg. Croydon Pvc	CG29010	SLASH BLANCO BLANCO CROYDON	12259.0	218443121.0	221.0	3937999.0	72.0	1282968.0	-1.0	-17819.0	12109.0	215770271.0	149.0	2655031.0	2021-05-01
85819	398102	2021	5	5	703	PEGADO EN FRIO	SLASH NEGRO BOY	Coleg. Croydon Pvc	CG29090	SLASH NEGRO CROYDON	7040.0	117018880.0	35.0	581770.0	9.0	149598.0	0.0	0.0	7014.0	116586708.0	26.0	432172.0	2021-05-01
85820	398103	2021	5	5	703	PEGADO EN FRIO	SLASH NEGRO MEN	Coleg. Croydon Pvc	CG29090	SLASH NEGRO CROYDON	3127.0	55720013.0	27.0	481113.0	4.0	71276.0	1.0	17819.0	3105.0	55327995.0	23.0	409837.0	2021-05-01

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Control

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values